{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "flexible-excellence",
   "metadata": {},
   "source": [
    "### 导入numpy、pandas、matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "id": "subtle-nicholas",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['STIXSizeOneSym',\n",
       " 'DejaVu Serif',\n",
       " 'STIXNonUnicode',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Serif',\n",
       " 'STIXSizeTwoSym',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Sans',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeThreeSym',\n",
       " 'DejaVu Sans Mono',\n",
       " 'cmb10',\n",
       " 'DejaVu Serif',\n",
       " 'STIXSizeThreeSym',\n",
       " 'DejaVu Sans',\n",
       " 'cmsy10',\n",
       " 'STIXSizeFiveSym',\n",
       " 'cmtt10',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeTwoSym',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans',\n",
       " 'cmex10',\n",
       " 'DejaVu Serif Display',\n",
       " 'STIXSizeOneSym',\n",
       " 'cmss10',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'cmr10',\n",
       " 'cmmi10',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'DejaVu Sans Display',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans',\n",
       " 'Tahoma',\n",
       " 'Verdana',\n",
       " 'Berlin Sans FB',\n",
       " 'Segoe UI',\n",
       " 'Agency FB',\n",
       " 'Imprint MT Shadow',\n",
       " 'Book Antiqua',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Perpetua',\n",
       " 'Microsoft Himalaya',\n",
       " 'Script MT Bold',\n",
       " 'Consolas',\n",
       " 'Segoe UI Historic',\n",
       " 'Segoe Print',\n",
       " 'Engravers MT',\n",
       " 'Symbol',\n",
       " 'Microsoft Uighur',\n",
       " 'Microsoft JhengHei',\n",
       " 'Wide Latin',\n",
       " 'DengXian',\n",
       " 'French Script MT',\n",
       " 'DengXian',\n",
       " 'Constantia',\n",
       " 'STSong',\n",
       " 'Bodoni MT',\n",
       " 'Microsoft YaHei',\n",
       " 'STLiti',\n",
       " 'Castellar',\n",
       " 'Century Schoolbook',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Californian FB',\n",
       " 'Sitka Small',\n",
       " 'Microsoft JhengHei',\n",
       " 'SimSun',\n",
       " 'Century Schoolbook',\n",
       " 'STZhongsong',\n",
       " 'Corbel',\n",
       " 'Century Schoolbook',\n",
       " 'Eras Bold ITC',\n",
       " 'Cambria',\n",
       " 'Gill Sans MT Condensed',\n",
       " 'Eras Demi ITC',\n",
       " 'DengXian',\n",
       " 'Century Schoolbook',\n",
       " 'Bodoni MT',\n",
       " 'Cambria',\n",
       " 'Goudy Stout',\n",
       " 'Gill Sans MT',\n",
       " 'Sitka Small',\n",
       " 'Lucida Handwriting',\n",
       " 'Eras Medium ITC',\n",
       " 'Book Antiqua',\n",
       " 'Marlett',\n",
       " 'Segoe Script',\n",
       " 'Segoe UI',\n",
       " 'Cambria',\n",
       " 'Century',\n",
       " 'Lucida Handwriting',\n",
       " 'Malgun Gothic',\n",
       " 'Bell MT',\n",
       " 'Lucida Sans',\n",
       " 'Impact',\n",
       " 'Leelawadee',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Bernard MT Condensed',\n",
       " 'Edwardian Script ITC',\n",
       " 'Segoe MDL2 Assets',\n",
       " 'Goudy Old Style',\n",
       " 'Nirmala UI',\n",
       " 'Century Gothic',\n",
       " 'Bookshelf Symbol 7',\n",
       " 'Courier New',\n",
       " 'Lucida Sans',\n",
       " 'Juice ITC',\n",
       " 'Nirmala UI',\n",
       " 'Rage Italic',\n",
       " 'Tw Cen MT',\n",
       " 'STCaiyun',\n",
       " 'Segoe Print',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'Segoe UI',\n",
       " 'Gadugi',\n",
       " 'Segoe UI',\n",
       " 'Agency FB',\n",
       " 'Modern No. 20',\n",
       " 'Rockwell Condensed',\n",
       " 'Leelawadee UI',\n",
       " 'Brush Script MT',\n",
       " 'Copperplate Gothic Bold',\n",
       " 'Yu Gothic',\n",
       " 'Bahnschrift',\n",
       " 'MV Boli',\n",
       " 'Tw Cen MT',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Arial',\n",
       " 'Rockwell',\n",
       " 'Corbel',\n",
       " 'Arial',\n",
       " 'Yu Gothic',\n",
       " 'Bodoni MT',\n",
       " 'Arial',\n",
       " 'Bodoni MT',\n",
       " 'Segoe UI',\n",
       " 'Arial',\n",
       " 'Microsoft Uighur',\n",
       " 'Poor Richard',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Tw Cen MT',\n",
       " 'Wingdings',\n",
       " 'Californian FB',\n",
       " 'Bodoni MT',\n",
       " 'Franklin Gothic Book',\n",
       " 'Berlin Sans FB Demi',\n",
       " 'Berlin Sans FB',\n",
       " 'Franklin Gothic Demi Cond',\n",
       " 'Arial',\n",
       " 'Bernard MT Condensed',\n",
       " 'Consolas',\n",
       " 'Dubai',\n",
       " 'Dubai',\n",
       " 'Gadugi',\n",
       " 'Rockwell',\n",
       " 'Goudy Old Style',\n",
       " 'Eras Light ITC',\n",
       " 'Gill Sans MT',\n",
       " 'Palatino Linotype',\n",
       " 'Snap ITC',\n",
       " 'Bradley Hand ITC',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Segoe UI',\n",
       " 'Georgia',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Century Schoolbook',\n",
       " 'Broadway',\n",
       " 'Segoe UI',\n",
       " 'Tw Cen MT',\n",
       " 'Franklin Gothic Medium Cond',\n",
       " 'Lucida Bright',\n",
       " 'Webdings',\n",
       " 'Lucida Bright',\n",
       " 'Arial',\n",
       " 'Harrington',\n",
       " 'Microsoft Sans Serif',\n",
       " 'FZShuTi',\n",
       " 'Leelawadee UI',\n",
       " 'Onyx',\n",
       " 'Lucida Bright',\n",
       " 'Monotype Corsiva',\n",
       " 'Bahnschrift',\n",
       " 'Bodoni MT',\n",
       " 'Microsoft YaHei',\n",
       " 'Bell MT',\n",
       " 'Eras Light ITC',\n",
       " 'Calibri',\n",
       " 'Copperplate Gothic Light',\n",
       " 'MS Reference Specialty',\n",
       " 'Times New Roman',\n",
       " 'Comic Sans MS',\n",
       " 'Constantia',\n",
       " 'Corbel',\n",
       " 'Bodoni MT',\n",
       " 'Corbel',\n",
       " 'Cambria',\n",
       " 'Sitka Small',\n",
       " 'Consolas',\n",
       " 'High Tower Text',\n",
       " 'Myanmar Text',\n",
       " 'Vladimir Script',\n",
       " 'Mistral',\n",
       " 'Dubai',\n",
       " 'Georgia',\n",
       " 'Microsoft Himalaya',\n",
       " 'Algerian',\n",
       " 'STCaiyun',\n",
       " 'Comic Sans MS',\n",
       " 'Lucida Fax',\n",
       " 'Ravie',\n",
       " 'STZhongsong',\n",
       " 'Constantia',\n",
       " 'Gill Sans Ultra Bold Condensed',\n",
       " 'High Tower Text',\n",
       " 'Franklin Gothic Demi Cond',\n",
       " 'Goudy Old Style',\n",
       " 'Perpetua',\n",
       " 'Rockwell',\n",
       " 'Candara',\n",
       " 'Lucida Console',\n",
       " 'Lucida Sans Unicode',\n",
       " 'MS Outlook',\n",
       " 'Sitka Small',\n",
       " 'Palatino Linotype',\n",
       " 'Verdana',\n",
       " 'Comic Sans MS',\n",
       " 'Arial',\n",
       " 'Calibri',\n",
       " 'Haettenschweiler',\n",
       " 'Garamond',\n",
       " 'Curlz MT',\n",
       " 'Old English Text MT',\n",
       " 'Leelawadee',\n",
       " 'Garamond',\n",
       " 'Tahoma',\n",
       " 'STKaiti',\n",
       " 'Candara',\n",
       " 'Parchment',\n",
       " 'Nirmala UI',\n",
       " 'Bodoni MT',\n",
       " 'Calisto MT',\n",
       " 'Georgia',\n",
       " 'Ebrima',\n",
       " 'Edwardian Script ITC',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'Kristen ITC',\n",
       " 'Trebuchet MS',\n",
       " 'STHupo',\n",
       " 'STLiti',\n",
       " 'Georgia',\n",
       " 'Forte',\n",
       " 'Times New Roman',\n",
       " 'Magneto',\n",
       " 'Palatino Linotype',\n",
       " 'Lucida Sans',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'MV Boli',\n",
       " 'Kunstler Script',\n",
       " 'Rockwell',\n",
       " 'Harrington',\n",
       " 'Sylfaen',\n",
       " 'Tempus Sans ITC',\n",
       " 'Arial',\n",
       " 'Myanmar Text',\n",
       " 'Times New Roman',\n",
       " 'MT Extra',\n",
       " 'Arial',\n",
       " 'Rockwell',\n",
       " 'Mongolian Baiti',\n",
       " 'Eras Bold ITC',\n",
       " 'Bodoni MT',\n",
       " 'FangSong',\n",
       " 'Perpetua',\n",
       " 'Century Gothic',\n",
       " 'FZShuTi',\n",
       " 'Ebrima',\n",
       " 'Tw Cen MT',\n",
       " 'Gill Sans MT',\n",
       " 'YouYuan',\n",
       " 'Arial',\n",
       " 'Garamond',\n",
       " 'Trebuchet MS',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Wingdings',\n",
       " 'Leelawadee UI',\n",
       " 'DengXian',\n",
       " 'Bookman Old Style',\n",
       " 'Consolas',\n",
       " 'DengXian',\n",
       " 'Gill Sans MT Ext Condensed Bold',\n",
       " 'Bell MT',\n",
       " 'Pristina',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Bookman Old Style',\n",
       " 'Franklin Gothic Book',\n",
       " 'STXinwei',\n",
       " 'Bradley Hand ITC',\n",
       " 'Copperplate Gothic Bold',\n",
       " 'Segoe UI',\n",
       " 'Lucida Fax',\n",
       " 'Matura MT Script Capitals',\n",
       " 'Tempus Sans ITC',\n",
       " 'KaiTi',\n",
       " 'SimHei',\n",
       " 'Nirmala UI',\n",
       " 'Corbel',\n",
       " 'Microsoft Tai Le',\n",
       " 'Copperplate Gothic Light',\n",
       " 'STXingkai',\n",
       " 'Sitka Small',\n",
       " 'Ravie',\n",
       " 'Lucida Fax',\n",
       " 'Courier New',\n",
       " 'Gill Sans MT',\n",
       " 'Palatino Linotype',\n",
       " 'Yu Gothic',\n",
       " 'Cambria',\n",
       " 'Courier New',\n",
       " 'Felix Titling',\n",
       " 'Verdana',\n",
       " 'Segoe UI',\n",
       " 'Leelawadee UI',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Bright',\n",
       " 'Britannic Bold',\n",
       " 'Century Gothic',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Yu Gothic',\n",
       " 'Goudy Old Style',\n",
       " 'Tw Cen MT Condensed Extra Bold',\n",
       " 'Calisto MT',\n",
       " 'Cooper Black',\n",
       " 'Californian FB',\n",
       " 'Georgia',\n",
       " 'MS Reference Sans Serif',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Modern No. 20',\n",
       " 'Times New Roman',\n",
       " 'MS Gothic',\n",
       " 'Britannic Bold',\n",
       " 'Malgun Gothic',\n",
       " 'Microsoft YaHei',\n",
       " 'Segoe Script',\n",
       " 'Courier New',\n",
       " 'Perpetua',\n",
       " 'Century Gothic',\n",
       " 'Forte',\n",
       " 'Gill Sans Ultra Bold',\n",
       " 'Poor Richard',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Elephant',\n",
       " 'Arial',\n",
       " 'Courier New',\n",
       " 'Harlow Solid Italic',\n",
       " 'Book Antiqua',\n",
       " 'Berlin Sans FB Demi',\n",
       " 'Gigi',\n",
       " 'Book Antiqua',\n",
       " 'Nirmala UI',\n",
       " 'Lucida Sans',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Malgun Gothic',\n",
       " 'Viner Hand ITC',\n",
       " 'Bookman Old Style',\n",
       " 'Segoe UI',\n",
       " 'Script MT Bold',\n",
       " 'Candara',\n",
       " 'Garamond',\n",
       " 'Ebrima',\n",
       " 'Candara',\n",
       " 'Segoe UI',\n",
       " 'Bookman Old Style',\n",
       " 'Lucida Bright',\n",
       " 'Calisto MT',\n",
       " 'Javanese Text',\n",
       " 'Malgun Gothic',\n",
       " 'Courier New',\n",
       " 'Leelawadee UI',\n",
       " 'Calibri',\n",
       " 'Tw Cen MT',\n",
       " 'Yu Gothic',\n",
       " 'Perpetua',\n",
       " 'Papyrus',\n",
       " 'Nirmala UI',\n",
       " 'Rockwell Condensed',\n",
       " 'Bodoni MT',\n",
       " 'Sitka Small',\n",
       " 'Malgun Gothic',\n",
       " 'LiSu',\n",
       " 'Microsoft Tai Le',\n",
       " 'Lucida Sans',\n",
       " 'MS Outlook',\n",
       " 'Baskerville Old Face',\n",
       " 'Consolas',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Microsoft YaHei',\n",
       " 'Constantia',\n",
       " 'Cambria',\n",
       " 'Comic Sans MS',\n",
       " 'Calibri',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Calibri',\n",
       " 'Corbel',\n",
       " 'Microsoft JhengHei',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Perpetua',\n",
       " 'Wingdings 3',\n",
       " 'Yu Gothic',\n",
       " 'Agency FB',\n",
       " 'Calibri',\n",
       " 'Maiandra GD',\n",
       " 'Lucida Sans',\n",
       " 'MS Reference Specialty',\n",
       " 'OCR A Extended',\n",
       " 'Vivaldi',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'Microsoft Uighur',\n",
       " 'Garamond',\n",
       " 'Calibri',\n",
       " 'Trebuchet MS',\n",
       " 'Vivaldi',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Candara',\n",
       " 'Segoe UI',\n",
       " 'Rage Italic',\n",
       " 'Segoe UI Emoji',\n",
       " 'STKaiti',\n",
       " 'Candara',\n",
       " 'STHupo',\n",
       " 'OCR A Extended',\n",
       " 'Old English Text MT',\n",
       " 'Viner Hand ITC',\n",
       " 'Century',\n",
       " 'YouYuan',\n",
       " 'Gill Sans MT',\n",
       " 'Stencil',\n",
       " 'Palatino Linotype',\n",
       " 'Consolas',\n",
       " 'Lucida Sans',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Comic Sans MS',\n",
       " 'Elephant',\n",
       " 'Bodoni MT',\n",
       " 'Constantia',\n",
       " 'Corbel',\n",
       " 'Tw Cen MT',\n",
       " 'Bodoni MT',\n",
       " 'Chiller',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Rockwell',\n",
       " 'Cambria',\n",
       " 'Times New Roman',\n",
       " 'STXingkai',\n",
       " 'Candara',\n",
       " 'Perpetua Titling MT',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Century Schoolbook',\n",
       " 'Berlin Sans FB',\n",
       " 'Gloucester MT Extra Condensed',\n",
       " 'Goudy Old Style',\n",
       " 'Informal Roman',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Times New Roman',\n",
       " 'Verdana',\n",
       " 'Constantia',\n",
       " 'Bookman Old Style',\n",
       " 'Segoe Script',\n",
       " 'Segoe Print',\n",
       " 'SimSun-ExtB',\n",
       " 'STFangsong',\n",
       " 'Lucida Calligraphy',\n",
       " 'FZYaoTi',\n",
       " 'High Tower Text',\n",
       " 'Kristen ITC',\n",
       " 'Vladimir Script',\n",
       " 'Baskerville Old Face',\n",
       " 'Palace Script MT',\n",
       " 'HoloLens MDL2 Assets',\n",
       " 'Dubai',\n",
       " 'Stencil',\n",
       " 'Bookshelf Symbol 7',\n",
       " 'Franklin Gothic Book',\n",
       " 'Bookman Old Style',\n",
       " 'Bell MT',\n",
       " 'SimSun',\n",
       " 'Tahoma',\n",
       " 'Gill Sans Ultra Bold',\n",
       " 'Centaur',\n",
       " 'Microsoft JhengHei',\n",
       " 'Rockwell Condensed',\n",
       " 'Segoe UI',\n",
       " 'Californian FB',\n",
       " 'Segoe UI',\n",
       " 'Myanmar Text',\n",
       " 'Book Antiqua',\n",
       " 'Perpetua Titling MT',\n",
       " 'Showcard Gothic',\n",
       " 'Malgun Gothic',\n",
       " 'Goudy Old Style',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Myanmar Text',\n",
       " 'Javanese Text',\n",
       " 'Bodoni MT',\n",
       " 'Tahoma',\n",
       " 'Mistral',\n",
       " 'Sylfaen',\n",
       " 'MT Extra',\n",
       " 'Calibri',\n",
       " 'Microsoft Tai Le',\n",
       " 'Garamond',\n",
       " 'Playbill',\n",
       " 'Berlin Sans FB',\n",
       " 'Trebuchet MS',\n",
       " 'Gill Sans MT',\n",
       " 'Century Schoolbook',\n",
       " 'Blackadder ITC',\n",
       " 'Candara',\n",
       " 'Perpetua',\n",
       " 'STXinwei',\n",
       " 'Arial',\n",
       " 'Kunstler Script',\n",
       " 'Palatino Linotype',\n",
       " 'Calibri',\n",
       " 'Segoe UI',\n",
       " 'Calisto MT',\n",
       " 'Maiandra GD',\n",
       " 'Monotype Corsiva',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Fax',\n",
       " 'Papyrus',\n",
       " 'Lucida Console',\n",
       " 'Niagara Engraved',\n",
       " 'Rockwell',\n",
       " 'Gadugi',\n",
       " 'Snap ITC',\n",
       " 'Curlz MT',\n",
       " 'Lucida Bright',\n",
       " 'Eras Demi ITC',\n",
       " 'Corbel',\n",
       " 'Bell MT',\n",
       " 'Palatino Linotype',\n",
       " 'Century Gothic',\n",
       " 'Bookman Old Style',\n",
       " 'Mongolian Baiti',\n",
       " 'Niagara Solid',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Lucida Fax',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'STFangsong',\n",
       " 'Calisto MT',\n",
       " 'Bodoni MT',\n",
       " 'Segoe UI',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Microsoft Sans Serif',\n",
       " 'Microsoft Tai Le',\n",
       " 'Perpetua Titling MT',\n",
       " 'Freestyle Script',\n",
       " 'Gigi',\n",
       " 'French Script MT',\n",
       " 'Calibri',\n",
       " 'Book Antiqua',\n",
       " 'Book Antiqua',\n",
       " 'Palatino Linotype',\n",
       " 'STSong',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Dubai',\n",
       " 'Constantia',\n",
       " 'Elephant',\n",
       " 'Segoe UI',\n",
       " 'Leelawadee UI',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Colonna MT',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Microsoft JhengHei',\n",
       " 'Bauhaus 93',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Georgia',\n",
       " 'Segoe UI',\n",
       " 'Calisto MT',\n",
       " 'Verdana',\n",
       " 'Gloucester MT Extra Condensed',\n",
       " 'Trebuchet MS',\n",
       " 'Juice ITC',\n",
       " 'Segoe UI Historic',\n",
       " 'Gadugi',\n",
       " 'Arial',\n",
       " 'Georgia',\n",
       " 'Bookman Old Style',\n",
       " 'HoloLens MDL2 Assets',\n",
       " 'FangSong',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Sitka Small',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Bodoni MT',\n",
       " 'Segoe UI Symbol',\n",
       " 'Arial',\n",
       " 'Gill Sans MT',\n",
       " 'Agency FB',\n",
       " 'Palace Script MT',\n",
       " 'Constantia',\n",
       " 'Segoe Print',\n",
       " 'Bauhaus 93',\n",
       " 'Cooper Black',\n",
       " 'Courier New',\n",
       " 'SimSun-ExtB',\n",
       " 'Trebuchet MS',\n",
       " 'LiSu',\n",
       " 'High Tower Text',\n",
       " 'Arial',\n",
       " 'Freestyle Script',\n",
       " 'DengXian',\n",
       " 'MS Gothic',\n",
       " 'Rockwell Extra Bold',\n",
       " 'Perpetua',\n",
       " 'Bodoni MT',\n",
       " 'Bell MT',\n",
       " 'Ink Free',\n",
       " 'Dubai',\n",
       " 'Consolas',\n",
       " 'Segoe UI',\n",
       " 'Yu Gothic',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Gill Sans MT Condensed',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Century Gothic',\n",
       " 'Segoe UI',\n",
       " 'Impact',\n",
       " 'Imprint MT Shadow',\n",
       " 'SimHei',\n",
       " 'Comic Sans MS',\n",
       " 'Comic Sans MS',\n",
       " 'Californian FB',\n",
       " 'Georgia',\n",
       " 'Microsoft YaHei',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Microsoft Uighur',\n",
       " 'Symbol',\n",
       " 'Lucida Bright',\n",
       " 'Ink Free',\n",
       " 'Lucida Fax',\n",
       " 'Centaur',\n",
       " 'Century Gothic',\n",
       " 'Harlow Solid Italic',\n",
       " 'Niagara Engraved',\n",
       " 'Candara',\n",
       " 'Magneto',\n",
       " 'Felix Titling',\n",
       " 'DejaVu Sans Mono',\n",
       " 'Dubai',\n",
       " 'Parchment',\n",
       " 'Cambria',\n",
       " 'Gabriola',\n",
       " 'Trebuchet MS',\n",
       " 'Corbel',\n",
       " 'Niagara Solid',\n",
       " 'Webdings',\n",
       " 'Calibri',\n",
       " 'Comic Sans MS',\n",
       " 'Century Schoolbook',\n",
       " 'Gill Sans MT Ext Condensed Bold',\n",
       " 'Bodoni MT',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Lucida Sans Unicode',\n",
       " 'Algerian',\n",
       " 'Colonna MT',\n",
       " 'Segoe UI Emoji',\n",
       " 'Candara',\n",
       " 'Calisto MT',\n",
       " 'Brush Script MT',\n",
       " 'Franklin Gothic Medium Cond',\n",
       " 'Onyx',\n",
       " 'Castellar',\n",
       " 'Engravers MT',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Verdana',\n",
       " 'Jokerman',\n",
       " 'Book Antiqua',\n",
       " 'Verdana',\n",
       " 'Bodoni MT',\n",
       " 'Rockwell Extra Bold',\n",
       " 'Bodoni MT',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Lucida Calligraphy',\n",
       " 'Wingdings 2',\n",
       " 'Matura MT Script Capitals',\n",
       " 'Tw Cen MT',\n",
       " 'Arial',\n",
       " 'Century Gothic',\n",
       " 'Corbel',\n",
       " 'Wingdings 3',\n",
       " 'Californian FB',\n",
       " 'Consolas',\n",
       " 'Elephant',\n",
       " 'STXihei',\n",
       " 'Microsoft JhengHei',\n",
       " 'Jokerman',\n",
       " 'Showcard Gothic',\n",
       " 'Lucida Fax',\n",
       " 'Pristina',\n",
       " 'Verdana',\n",
       " 'Calibri',\n",
       " 'Gill Sans Ultra Bold Condensed',\n",
       " 'Bodoni MT',\n",
       " 'Tw Cen MT Condensed Extra Bold',\n",
       " 'Microsoft YaHei',\n",
       " 'Arial',\n",
       " 'Footlight MT Light',\n",
       " 'Segoe Script',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Footlight MT Light',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Calisto MT',\n",
       " 'Eras Medium ITC',\n",
       " 'Segoe UI Symbol',\n",
       " 'STXihei',\n",
       " 'Haettenschweiler',\n",
       " 'Franklin Gothic Book',\n",
       " 'Chiller',\n",
       " 'MingLiU-ExtB',\n",
       " 'Segoe UI',\n",
       " 'Broadway',\n",
       " 'Bodoni MT',\n",
       " 'Corbel',\n",
       " 'Rockwell Condensed',\n",
       " 'Courier New',\n",
       " 'Corbel',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Lucida Fax',\n",
       " 'Yu Gothic',\n",
       " 'Sitka Small',\n",
       " 'Goudy Stout',\n",
       " 'Informal Roman',\n",
       " 'Arial',\n",
       " 'KaiTi',\n",
       " 'Leelawadee',\n",
       " 'Wide Latin',\n",
       " 'FZYaoTi',\n",
       " 'Leelawadee',\n",
       " 'Segoe UI',\n",
       " 'MingLiU-ExtB',\n",
       " 'Trebuchet MS',\n",
       " 'Gabriola',\n",
       " 'Playbill',\n",
       " 'Blackadder ITC',\n",
       " 'Segoe MDL2 Assets',\n",
       " 'Bodoni MT',\n",
       " 'Ebrima',\n",
       " 'Dubai',\n",
       " 'Perpetua Titling MT',\n",
       " 'MS Reference Sans Serif',\n",
       " 'Gill Sans MT',\n",
       " 'Wingdings 2',\n",
       " 'Rockwell']"
      ]
     },
     "execution_count": 303,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt # 画笔\n",
    "from matplotlib.font_manager import FontManager as fm # 获取电脑字体库\n",
    "from mpl_toolkits.mplot3d.axes3d import Axes3D # 3D引擎\n",
    "fm = fm()\n",
    "[f.name for f in fm.ttflist]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "immune-harrison",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'KaiTi' #全局统一设置字体样式\n",
    "plt.rcParams['font.size'] = 14 #全局统一设置字体大小"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "periodic-reconstruction",
   "metadata": {},
   "source": [
    "### 导入高中男女体测数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "veterinary-share",
   "metadata": {
    "code_folding": [],
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男跳远分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男体前屈分数</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男引体分数</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>班级</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>男</td>\n",
       "      <td>4.13</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195</td>\n",
       "      <td>60</td>\n",
       "      <td>12</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
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       "      <td>25.120001</td>\n",
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       "      <th>1</th>\n",
       "      <td>男</td>\n",
       "      <td>4.16</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>78</td>\n",
       "      <td>225</td>\n",
       "      <td>74</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
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       "      <td>17.410000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>男</td>\n",
       "      <td>4.09</td>\n",
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       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218</td>\n",
       "      <td>70</td>\n",
       "      <td>14</td>\n",
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       "      <td>0</td>\n",
       "      <td>3901</td>\n",
       "      <td>80</td>\n",
       "      <td>169</td>\n",
       "      <td>46.500000</td>\n",
       "      <td>16.280001</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>男</td>\n",
       "      <td>4.21</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206</td>\n",
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       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
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       "      <th>17</th>\n",
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       "      <td>5.19</td>\n",
       "      <td>40</td>\n",
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       "      <td>男</td>\n",
       "      <td>3.25</td>\n",
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       "      <td>7.50</td>\n",
       "      <td>80</td>\n",
       "      <td>252</td>\n",
       "      <td>90</td>\n",
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       "      <td>76</td>\n",
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       "      <td>85</td>\n",
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       "      <td>100</td>\n",
       "      <td>181</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>19.840000</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>男</td>\n",
       "      <td>4.39</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208</td>\n",
       "      <td>66</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
       "      <td>11</td>\n",
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       "      <td>100</td>\n",
       "      <td>172</td>\n",
       "      <td>51.700001</td>\n",
       "      <td>17.480000</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>男</td>\n",
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       "      <td>0</td>\n",
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       "<p>477 rows × 16 columns</p>\n",
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      ],
      "text/plain": [
       "   性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数  男跳远  男跳远分数  男体前屈  男体前屈分数  男引体  \\\n",
       "班级                                                                         \n",
       "1   男     4.13         72   8.88       66  195     60    12      74    1   \n",
       "1   男     4.16         70   7.70       78  225     74    11      74    7   \n",
       "1   男     4.09         74   8.45       70  218     70    14      78    1   \n",
       "1   男     4.21         68   8.05       74  206     64    13      76    1   \n",
       "1   男     3.44         85   7.52       78  210     66    13      76    9   \n",
       ".. ..      ...        ...    ...      ...  ...    ...   ...     ...  ...   \n",
       "17  男     4.23         68   8.27       72  208     66    10      72    0   \n",
       "17  男     5.19         40   9.55       50  210     66    15      80    6   \n",
       "17  男     3.25        100   7.50       80  252     90    13      76   13   \n",
       "17  男     4.39         62   7.81       76  208     66    14      78   11   \n",
       "17  男     0.00          0   0.00        0    0      0     0       0    0   \n",
       "\n",
       "    男引体分数  男肺活量  男肺活量分数   身高         体重        BMI  \n",
       "班级                                                  \n",
       "1       0  2785      62  170  72.599998  25.120001  \n",
       "1      60  3133      68  174  52.700001  17.410000  \n",
       "1       0  3901      80  169  46.500000  16.280001  \n",
       "1       0  4946     100  183  79.699997  23.799999  \n",
       "1      68  3538      74  171  54.700001  18.709999  \n",
       "..    ...   ...     ...  ...        ...        ...  \n",
       "17      0  4647     100  176  69.500000  22.440001  \n",
       "17     50  7042     100  177  76.000000  24.260000  \n",
       "17     85  5755     100  181  65.000000  19.840000  \n",
       "17     76  5688     100  172  51.700001  17.480000  \n",
       "17      0     0       0    0   0.000000   0.000000  \n",
       "\n",
       "[477 rows x 16 columns]"
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     },
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       "      <td>22.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>女</td>\n",
       "      <td>3.51</td>\n",
       "      <td>78</td>\n",
       "      <td>9.60</td>\n",
       "      <td>68</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>24</td>\n",
       "      <td>95</td>\n",
       "      <td>41</td>\n",
       "      <td>78</td>\n",
       "      <td>2255</td>\n",
       "      <td>70</td>\n",
       "      <td>158.0</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>19.629999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>女</td>\n",
       "      <td>4.00</td>\n",
       "      <td>76</td>\n",
       "      <td>10.18</td>\n",
       "      <td>64</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>13</td>\n",
       "      <td>72</td>\n",
       "      <td>36</td>\n",
       "      <td>72</td>\n",
       "      <td>2937</td>\n",
       "      <td>85</td>\n",
       "      <td>161.0</td>\n",
       "      <td>55.700001</td>\n",
       "      <td>21.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>女</td>\n",
       "      <td>3.45</td>\n",
       "      <td>80</td>\n",
       "      <td>10.18</td>\n",
       "      <td>64</td>\n",
       "      <td>152</td>\n",
       "      <td>62</td>\n",
       "      <td>15</td>\n",
       "      <td>76</td>\n",
       "      <td>35</td>\n",
       "      <td>72</td>\n",
       "      <td>2592</td>\n",
       "      <td>76</td>\n",
       "      <td>165.0</td>\n",
       "      <td>48.599998</td>\n",
       "      <td>17.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>女</td>\n",
       "      <td>4.01</td>\n",
       "      <td>74</td>\n",
       "      <td>9.67</td>\n",
       "      <td>68</td>\n",
       "      <td>165</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>68</td>\n",
       "      <td>41</td>\n",
       "      <td>78</td>\n",
       "      <td>1829</td>\n",
       "      <td>60</td>\n",
       "      <td>154.0</td>\n",
       "      <td>43.599998</td>\n",
       "      <td>18.379999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>女</td>\n",
       "      <td>4.48</td>\n",
       "      <td>50</td>\n",
       "      <td>9.09</td>\n",
       "      <td>74</td>\n",
       "      <td>180</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>68</td>\n",
       "      <td>46</td>\n",
       "      <td>85</td>\n",
       "      <td>2962</td>\n",
       "      <td>85</td>\n",
       "      <td>162.0</td>\n",
       "      <td>55.299999</td>\n",
       "      <td>21.070000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>593 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   性别  女800米跑  女800米跑分数  女50米跑  女50米跑分数  女跳远  女跳远分数  女体前屈  女体前屈分数  女仰卧  女仰卧分数  \\\n",
       "班级                                                                              \n",
       "1   女    3.22       100   9.32       72  185     85    16      76   48     85   \n",
       "1   女    4.59        40  11.44       10  148     60     9      66   29     66   \n",
       "1   女    3.46        80  13.40        0  150     60     7      64   40     76   \n",
       "1   女    3.39        85   9.52       70  172     76    21      90   46     85   \n",
       "1   女    3.43        80   9.79       68  145     50     8      64   34     70   \n",
       ".. ..     ...       ...    ...      ...  ...    ...   ...     ...  ...    ...   \n",
       "17  女    3.51        78   9.60       68  150     60    24      95   41     78   \n",
       "17  女    4.00        76  10.18       64  150     60    13      72   36     72   \n",
       "17  女    3.45        80  10.18       64  152     62    15      76   35     72   \n",
       "17  女    4.01        74   9.67       68  165     70    10      68   41     78   \n",
       "17  女    4.48        50   9.09       74  180     80    10      68   46     85   \n",
       "\n",
       "    女肺活量  女肺活量分数     身高         体重        BMI  \n",
       "班级                                             \n",
       "1   3775     100  163.0  51.299999  19.309999  \n",
       "1   3683     100  163.0  66.599998  25.070000  \n",
       "1   3331     100  157.0  60.000000  24.340000  \n",
       "1   3701     100  160.0  50.700001  19.799999  \n",
       "1   3592     100  167.0  63.900002  22.910000  \n",
       "..   ...     ...    ...        ...        ...  \n",
       "17  2255      70  158.0  49.000000  19.629999  \n",
       "17  2937      85  161.0  55.700001  21.490000  \n",
       "17  2592      76  165.0  48.599998  17.850000  \n",
       "17  1829      60  154.0  43.599998  18.379999  \n",
       "17  2962      85  162.0  55.299999  21.070000  \n",
       "\n",
       "[593 rows x 16 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男生组\n",
    "score_m = pd.read_excel(r'F:\\【3】数据分析\\【5】python\\模块五\\体测分数_男生.xls',\n",
    "                         index_col=0)\n",
    "\n",
    "# 女生组\n",
    "score_f = pd.read_excel(r'F:\\【3】数据分析\\【5】python\\模块五\\体测分数_女生.xls',\n",
    "                         index_col=0)\n",
    "\n",
    "# 查看数据\n",
    "display(score_m,score_f)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "great-referral",
   "metadata": {},
   "source": [
    "### 对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "headed-default",
   "metadata": {},
   "source": [
    "#### 男1000米跑百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "documented-dress",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 等宽分箱\n",
    "score_m['男1000米跑等级'] = pd.cut(score_m['男1000米跑'],bins = 3,right = True)\n",
    "a1 = score_m['男1000米跑等级'].value_counts()\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(6,6),dpi=100)\n",
    "labels = ['快','中','慢']\n",
    "plt.pie(a1,labels=labels,\n",
    "        autopct='%0.2f%%',\n",
    "        textprops={'family':'KaiTi','color':'black'},\n",
    "        explode=[0,0,0.4],\n",
    "        shadow=True)\n",
    "plt.title('    男1000米跑等级占比    ',fontsize = 24,family = 'KaiTi',\n",
    "          weight = 'bold',\n",
    "          color = 'white',\n",
    "          backgroundcolor = '#3c7f99',\n",
    "          pad = 20)\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig(\"./男1000米跑等级占比.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "attached-reproduction",
   "metadata": {},
   "source": [
    "#### 男引体百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "id": "august-thermal",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 等宽分箱\n",
    "score_m['男引体等级'] = pd.cut(score_m['男引体'],bins = 3,right = True)\n",
    "a2 = score_m['男引体等级'].value_counts()\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(6,6),dpi=100)\n",
    "labels = ['优','良','差']\n",
    "plt.pie(a2,labels=labels,\n",
    "        autopct='%0.2f%%',\n",
    "        textprops={'family':'KaiTi','color':'black'},\n",
    "        explode=[0,0,0.4],\n",
    "        shadow=True)\n",
    "plt.title('        男引体等级占比        ',fontsize = 24,family = 'KaiTi',\n",
    "          weight = 'bold',\n",
    "          color = 'white',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          pad = 20)\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig(\"./男引体等级占比.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "about-tenant",
   "metadata": {},
   "source": [
    "### 对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "together-armstrong",
   "metadata": {},
   "source": [
    "#### 女800米跑分数占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "residential-christian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图\n",
    "plt.figure(figsize=(9,6),dpi=100)\n",
    "plt.hist(score_f['女800米跑分数'],bins=4,color='#3c7f99',alpha = 0.8)\n",
    "plt.title('    女800米跑分数段统计    ',\n",
    "          fontsize = 32,family = 'KaiTi',\n",
    "          weight = 'bold',\n",
    "          color = 'white',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          pad = 30)\n",
    "plt.ylabel('人数',rotation = 0.6,labelpad=25,fontsize = 18)\n",
    "plt.xlabel('分数',fontsize = 18,labelpad=10)\n",
    "plt.gca().spines['top'].set_color('white')\n",
    "plt.gca().spines['right'].set_color('white')\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig(\"./女800米跑分数段统计.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "separate-nevada",
   "metadata": {},
   "source": [
    "#### 女跳远分数占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "criminal-disco",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图\n",
    "plt.figure(figsize=(9,6),dpi=100)\n",
    "plt.hist(score_f['女跳远分数'],bins=4,color='#3c7f99',alpha = 0.8)\n",
    "plt.title('    女跳远分数段统计    ',\n",
    "          fontsize = 32,family = 'KaiTi',\n",
    "          weight = 'bold',\n",
    "          color = 'white',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          pad = 30)\n",
    "plt.ylabel('人数',rotation = 0.6,labelpad=25,fontsize = 18)\n",
    "plt.xlabel('分数',fontsize = 18,labelpad=10)\n",
    "plt.gca().spines['top'].set_color('white')\n",
    "plt.gca().spines['right'].set_color('white')\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig(\"./女跳远分数段统计.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "centered-functionality",
   "metadata": {},
   "source": [
    "### 使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "driving-dover",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男生BMI指数等级\n",
    "def BMI_level_m(x):\n",
    "    if x <= 16.4:\n",
    "        return '低体重'\n",
    "    elif ( x > 16.4 ) & ( x < 23.3 ):\n",
    "        return '正常'\n",
    "    elif ( x >= 23.3 ) & ( x < 26.4 ):\n",
    "        return '超重'\n",
    "    else:\n",
    "        return '肥胖'\n",
    "\n",
    "# 女生BMI指数等级\n",
    "def BMI_level_f(x):\n",
    "    if x <= 16.4:\n",
    "        return '低体重'\n",
    "    elif ( x > 16.4 ) & ( x < 22.8 ):\n",
    "        return '正常'\n",
    "    elif ( x >= 22.8 ) & ( x < 25.3 ):\n",
    "        return '超重'\n",
    "    else:\n",
    "        return '肥胖'\n",
    "\n",
    "# 统计计数\n",
    "score_m['男BMI指数等级'] = score_m['BMI'].map(BMI_level_m)\n",
    "score_f['女BMI指数等级'] = score_f['BMI'].map(BMI_level_f)\n",
    "a3 = score_m['男BMI指数等级'].value_counts()\n",
    "a4 = score_f['女BMI指数等级'].value_counts()\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(8,8),dpi=100)\n",
    "plt.pie(a3,autopct='%0.2f%%',labels=a3.index,\n",
    "        radius=1,\n",
    "        pctdistance= 0.85, \n",
    "        wedgeprops={'linewidth':3, \n",
    "                        'width':0.4, \n",
    "                        'edgecolor':'white'}) \n",
    "plt.pie(a4,autopct='%0.2f%%',radius=0.7,pctdistance= 0.5,\n",
    "        wedgeprops={'linewidth':3, \n",
    "                        'width':0.7, \n",
    "                        'edgecolor':'white'}) \n",
    "plt.title('        男女BMI指数等级占比        ',fontsize = 24,family = 'KaiTi',\n",
    "          weight = 'bold',\n",
    "          color = 'white',\n",
    "          backgroundcolor = '#c5b783',\n",
    "          pad = 20)\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig(\"./男女BMI指数等级占比.jpg\")"
   ]
  }
 ],
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